Retrieval

A methodology that involves selecting relevant data or examples from a large dataset to support tasks like prediction, learning, or inference. It enhances models by providing context or additional information, often used in systems like retrieval-augmented generation or in-context learning.

Papers

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Showing 2971–2980 of 14297 papers

Title	Date	Tasks	Status
An Experimental Study on Pretraining Transformers from Scratch for IR	Jan 25, 2023	Passage RetrievalReranking	—Unverified
Bilingual Lexicon Induction for Low-Resource Languages using Graph Matching via Optimal Transport	Oct 25, 2022	Bilingual Lexicon InductionGraph Matching	—Unverified
Advances and Challenges in Conversational Recommender Systems: A Survey	Jan 23, 2021	Conversational RecommendationDialogue Understanding	—Unverified
Deep Multimodal Image-Text Embeddings for Automatic Cross-Media Retrieval	Feb 23, 2020	Cross-Modal RetrievalRetrieval	—Unverified
Deep Multi-View Enhancement Hashing for Image Retrieval	Feb 1, 2020	Image RetrievalRetrieval	—Unverified
Bilingual Lexicon Induction for Low-Resource Languages using Graph Matching via Optimal Transport	Jan 16, 2022	Bilingual Lexicon InductionGraph Matching	—Unverified
An experimental comparison of label selection methods for hierarchical document clusters	May 24, 2018	ClusteringInformation Retrieval	—Unverified
2-Factor Retrieval for Improved Human-AI Decision Making in Radiology	Nov 30, 2024	Decision MakingRetrieval	—Unverified
An Exam-based Evaluation Approach Beyond Traditional Relevance Judgments	Feb 1, 2024	Information RetrievalQuestion Answering	—Unverified
Bilinear Supervised Hashing Based on 2D Image Features	Jan 5, 2019	Representation LearningRetrieval	—Unverified

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All datasets Quora Question Pairs HotpotQA Natural Questions OK-VQA InfoSeek MVK Polyvore PubMedQA PubMedQA corpus with metadata ToolLens คลิปไวรัล!! ไอซ์ ปรีชญา ลืมปิดไลฟ์สดตอนอาบน้ำ ถูกแชร์กระหึ่มเน็ต

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	BM25S	Queries per second	183.53	—	Unverified
2	Elasticsearch	Queries per second	21.8	—	Unverified
3	BM25-PT	Queries per second	6.49	—	Unverified
4	Rank-BM25	Queries per second	1.18	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	BM25S	Queries per second	20.88	—	Unverified
2	Elasticsearch	Queries per second	7.11	—	Unverified
3	Rank-BM25	Queries per second	0.04	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	BM25S	Queries per second	41.85	—	Unverified
2	Elasticsearch	Queries per second	12.16	—	Unverified
3	Rank-BM25	Queries per second	0.1	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	FLMR	Recall@5	89.32	—	Unverified
2	RA-VQA	Recall@5	82.84	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	PreFLMR	Recall@5	62.1	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CLIP-KIS	text-to-video Mean Rank	30	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CLIP4Outfit	Recall@5	7.59	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	MetaGen Blended RAG	Accuracy (Top-1)	82.1	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	MetaGen Blended RAG	Accuracy (Top-1)	82.1	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	COLT	COMP@	84.55	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	hello	0L	1,121,222	—	Unverified